{"schema_version":"onlylabs.public_signal.v1","title":"Anthropic Writing: 81k Economics","description":"Anthropic writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c","json_url":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c/signal.json","generated_at":"2026-06-11T03:05:18.019182+00:00","org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/anthropic","dossier_json_url":"https://onlylabs.fyi/labs/anthropic/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c","signal_json":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c/signal.json","source":"https://www.anthropic.com/research/81k-economics","lab_dossier":"https://onlylabs.fyi/labs/anthropic","lab_dossier_json":"https://onlylabs.fyi/labs/anthropic/dossier.json","analysis":"https://onlylabs.fyi/analysis/anthropic","analysis_json":"https://onlylabs.fyi/analysis/anthropic/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/anthropic/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":null},"answer_pack":{"answer":"Anthropic published 81k Economics. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: What 81,000 people told us about the economics of AI \\ Anthropic Economic Research What 81,000 people told us about the economics of AI Apr 22, 2026 Read the PDF Key.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.anthropic.com/research/81k-economics","source_host":"anthropic.com","occurred_at":"2026-04-22T17:04:00+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod","context":null},"context_markers":[{"label":"Lab","value":"Anthropic","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"anthropic.com","source":"source"},{"label":"Watch term","value":"Safety and 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public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c/signal.json","required":true},{"label":"source","url":"https://www.anthropic.com/research/81k-economics","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/anthropic/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/anthropic/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/talking/signals.json","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Anthropic's writing signal \"81k Economics\" for frontier lab strategy."},"semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"81k Economics","text":"Anthropic published 81k Economics."},{"subject":"81k Economics","predicate":"is classified as","object":"writing signal","text":"81k Economics is classified as writing signal."},{"subject":"81k Economics","predicate":"belongs to","object":"talking desk","text":"81k Economics belongs to talking desk."},{"subject":"81k Economics","predicate":"has evidence coverage","object":"1 captured evidence page","text":"81k Economics has evidence coverage 1 captured evidence page."},{"subject":"81k Economics","predicate":"has captured page count","object":"1","text":"81k Economics has captured page count 1."},{"subject":"81k Economics","predicate":"has readable page count","object":"1","text":"81k Economics has readable page count 1."},{"subject":"81k Economics","predicate":"has related signal count","object":"6","text":"81k Economics has related signal count 6."},{"subject":"81k Economics","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"81k Economics has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"81k Economics","predicate":"has source host","object":"anthropic.com","text":"81k Economics has source host anthropic.com."},{"subject":"81k Economics","predicate":"has lab","object":"Anthropic","text":"81k Economics has lab Anthropic."},{"subject":"81k Economics","predicate":"has signal desk","object":"talking","text":"81k Economics has signal desk talking."},{"subject":"81k Economics","predicate":"has source host","object":"anthropic.com","text":"81k Economics has source host anthropic.com."},{"subject":"81k Economics","predicate":"has watch term","object":"Safety and alignment","text":"81k Economics has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"talking","answer":"Anthropic published 81k Economics. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: What 81,000 people told us about the economics of AI \\ Anthropic Economic Research What 81,000 people told us about the economics of AI Apr 22, 2026 Read the PDF Key.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Anthropic","predicate":"published","object":"81k Economics","text":"Anthropic published 81k Economics."},{"subject":"81k Economics","predicate":"is classified as","object":"writing signal","text":"81k Economics is classified as writing signal."},{"subject":"81k Economics","predicate":"belongs to","object":"talking desk","text":"81k Economics belongs to talking desk."},{"subject":"81k Economics","predicate":"has evidence coverage","object":"1 captured evidence page","text":"81k Economics has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6e757ea5-5bf6-4ca6-bf75-6287b6fb254c","url":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c","json_url":"https://onlylabs.fyi/signals/6e757ea5-5bf6-4ca6-bf75-6287b6fb254c/signal.json","source_url":"https://www.anthropic.com/research/81k-economics","title":"81k Economics","summary":"Anthropic published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-04-22T17:04:00+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://www.anthropic.com/research/81k-economics"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://www.anthropic.com/research/81k-economics","final_url":"https://www.anthropic.com/research/81k-economics","title":"81k Economics","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:05:18.019182+00:00","bytes":162604,"raw_path":"f1a4cfc83ebc31da0e543ffbd4a31b48d4b9f3d217b5d724ae19520006f46184.html","content_hash":"e934e6f065d56437cfc4eccbeb241541dad16458f1254b3e2cb748d94c137928","excerpt_chars":1200,"truncated":true,"excerpt":"What 81,000 people told us about the economics of AI \\ Anthropic Economic Research What 81,000 people told us about the economics of AI Apr 22, 2026 Read the PDF Key findings: Our recent survey of 81,000 Claude users shows that people who work in roles that are more exposed to AI have more concerns about AI-driven job displacement. These concerns are also higher among early-career respondents. Those in the highest- and lowest-paid occupations report the largest productivity gains, most commonly from increases in scope (doing new tasks). Respondents experiencing the largest speedups from AI express higher concern about job displacement. In order to inform the public about the economic changes we’re observing with AI, our Economic Index shares what work Claude is being asked to do, and in which jobs Claude is doing the largest share of tasks. To date, however, we’ve lacked information on how these usage patterns map onto people’s thoughts and impressions of AI. Our recent survey study with 81,000 Claude users provides a way to connect people’s economic concerns with what we’ve quantified in Claude traffic. The survey asked people about their visions and fears around advances in AI...."},"evidence_pages":[{"url":"https://www.anthropic.com/research/81k-economics","final_url":"https://www.anthropic.com/research/81k-economics","title":"81k Economics","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:05:18.019182+00:00","bytes":162604,"raw_path":"f1a4cfc83ebc31da0e543ffbd4a31b48d4b9f3d217b5d724ae19520006f46184.html","content_hash":"e934e6f065d56437cfc4eccbeb241541dad16458f1254b3e2cb748d94c137928","excerpt_chars":1200,"truncated":true,"excerpt":"What 81,000 people told us about the economics of AI \\ Anthropic Economic Research What 81,000 people told us about the economics of AI Apr 22, 2026 Read the PDF Key findings: Our recent survey of 81,000 Claude users shows that people who work in roles that are more exposed to AI have more concerns about AI-driven job displacement. These concerns are also higher among early-career respondents. Those in the highest- and lowest-paid occupations report the largest productivity gains, most commonly from increases in scope (doing new tasks). Respondents experiencing the largest speedups from AI express higher concern about job displacement. In order to inform the public about the economic changes we’re observing with AI, our Economic Index shares what work Claude is being asked to do, and in which jobs Claude is doing the largest share of tasks. To date, however, we’ve lacked information on how these usage patterns map onto people’s thoughts and impressions of AI. Our recent survey study with 81,000 Claude users provides a way to connect people’s economic concerns with what we’ve quantified in Claude traffic. The survey asked people about their visions and fears around advances in AI...."}],"related_signals":[{"id":"6c78c028-3ab4-4b33-86f7-d86c8ba9e3ba","url":"https://onlylabs.fyi/signals/6c78c028-3ab4-4b33-86f7-d86c8ba9e3ba","source_url":"https://www.anthropic.com/research/agents-in-biology","title":"Agents In Biology","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-10T15:16:01+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"2648db51-9d6a-42a9-aece-a0ca5f9ce64f","url":"https://onlylabs.fyi/signals/2648db51-9d6a-42a9-aece-a0ca5f9ce64f","source_url":"https://www.anthropic.com/news/claude-fable-5-mythos-5","title":"Claude Fable 5 Mythos 5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-09T20:27:50+00:00","first_seen_at":"2026-06-10T07:01:05.666054+00:00","date_source":"sitemap.lastmod"},{"id":"8475487f-45b4-4689-9bc5-8e4c6ca0457d","url":"https://onlylabs.fyi/signals/8475487f-45b4-4689-9bc5-8e4c6ca0457d","source_url":"https://www.anthropic.com/engineering/how-we-contain-claude","title":"How We Contain Claude","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-06T00:28:16+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"e4fbfcdd-15b4-41b9-b011-fd83e7068ae9","url":"https://onlylabs.fyi/signals/e4fbfcdd-15b4-41b9-b011-fd83e7068ae9","source_url":"https://www.anthropic.com/research/making-claude-a-chemist","title":"Making Claude A Chemist","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T20:13:40+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"cc62deba-9682-4751-aa6b-81c3bd7122a0","url":"https://onlylabs.fyi/signals/cc62deba-9682-4751-aa6b-81c3bd7122a0","source_url":"https://www.anthropic.com/research/measuring-agent-autonomy","title":"Measuring Agent Autonomy","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T15:49:18+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"},{"id":"93da14fd-7141-4e17-abd6-1c8d52435c70","url":"https://onlylabs.fyi/signals/93da14fd-7141-4e17-abd6-1c8d52435c70","source_url":"https://www.anthropic.com/research/values-wild","title":"Values Wild","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"anthropic","name":"Anthropic","category":"frontier-lab"},"occurred_at":"2026-06-05T15:38:54+00:00","first_seen_at":"2026-06-09T02:17:26.339488+00:00","date_source":"sitemap.lastmod"}]}